{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_decision_making:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision Making"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The focus of pymoo is on optimization methods itself. However, some basic decision making methods are available:"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_compromise:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compromise Programming"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use any scalarization method and use it for post-processing. Let us assume our algorithm has converged to the Pareto-front:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymoo.factory import get_problem\n",
    "\n",
    "F = get_problem(\"zdt1\").pareto_front() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we initialize weights and our decomposition function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymoo.factory import get_problem, get_visualization, get_decomposition\n",
    "import numpy as np\n",
    "\n",
    "weights = np.array([0.5, 0.5])\n",
    "decomp = get_decomposition(\"asf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We apply the decomposition and retrieve the best value (here minimum):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best regarding decomposition: Point 38 - [0.38383838 0.38045308]\n"
     ]
    }
   ],
   "source": [
    "I = get_decomposition(\"asf\").do(F, weights).argmin()\n",
    "print(\"Best regarding decomposition: Point %s - %s\" % (I, F[I]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7fee5fa003d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 498
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_visualization\n",
    "\n",
    "plot = get_visualization(\"scatter\")\n",
    "plot.add(F, color=\"blue\", alpha=0.2, s=10)\n",
    "plot.add(F[I], color=\"red\", s=30)\n",
    "plot.do()\n",
    "plot.apply(lambda ax: ax.arrow(0, 0, 0.5, 0.5, color='black', \n",
    "                               head_width=0.01, head_length=0.01, alpha=0.4))\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_pseudo_weights:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pseudo-Weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple way to chose a solution out of a solution set in the context of multi-objective optimization is the pseudo-weight vector approach proposed in <cite data-cite=\"multi_objective_book\"></cite>. Respectively, the pseudo weight $w_i$ for the i-ith objective function can be calculated by:\n",
    "\n",
    "\\begin{equation}\n",
    "w_i = \\frac{(f_i^{max} - f_i {(x)}) \\, /\\,  (f_i^{max} - f_i^{min})}{\\sum_{m=1}^M (f_m^{max} - f_m (x)) \\, /\\,  (f_m^{max} - f_m^{min})}  \n",
    "\\end{equation}\n",
    "\n",
    "This equation calculates the normalized distance to the worst solution regarding each objective $i$. Please note that for non-convex Pareto fronts the pseudo weight does not correspond to the result of an optimization using the weighted sum. However, for convex Pareto-fronts the pseudo weights are an indicator of the location in the objective space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.petal.Petal at 0x7fee5fb63310>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_decision_making, get_reference_directions\n",
    "\n",
    "ref_dirs = get_reference_directions(\"das-dennis\", 4, n_partitions=12)\n",
    "F = get_problem(\"dtlz1\").pareto_front(ref_dirs)\n",
    "\n",
    "weights = np.array([0.25, 0.25, 0.25, 0.25])\n",
    "a, pseudo_weights = get_decision_making(\"pseudo-weights\", weights).do(F, return_pseudo_weights=True)\n",
    "\n",
    "weights = np.array([0.4, 0.20, 0.15, 0.25])\n",
    "b, pseudo_weights = get_decision_making(\"pseudo-weights\", weights).do(F, return_pseudo_weights=True)\n",
    "\n",
    "plot = get_visualization(\"petal\", bounds=(0, 0.5), reverse=True)\n",
    "plot.add(F[[a, b]])\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_high_tradeoff:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### High Trade-off Points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, high trade-off points are usually of interest. We have implemented the trade-off metric proposed in <cite data-cite=\"high-tradeoff\"></cite>. An example for 2 and 3 dimensional solution is given below:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "code": "decision_making/usage_high_tradeoff.py",
    "section": "high_tradeoff_2d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7fee60677b10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 498
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from pymoo.configuration import get_pymoo\n",
    "from pymoo.factory import get_decision_making\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "pf = np.loadtxt(os.path.join(get_pymoo(), \"pymoo\", \"usage\", \"decision_making\", \"knee-2d.out\"))\n",
    "dm = get_decision_making(\"high-tradeoff\")\n",
    "\n",
    "I = dm.do(pf)\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(pf, alpha=0.2)\n",
    "plot.add(pf[I], color=\"red\", s=100)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "code": "decision_making/usage_high_tradeoff.py",
    "section": "high_tradeoff_3d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7fee60677290>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf = np.loadtxt(os.path.join(get_pymoo(), \"pymoo\", \"usage\", \"decision_making\", \"knee-3d.out\"))\n",
    "dm = get_decision_making(\"high-tradeoff\")\n",
    "\n",
    "I = dm.do(pf)\n",
    "\n",
    "plot = Scatter(angle=(10, 140))\n",
    "plot.add(pf, alpha=0.2)\n",
    "plot.add(pf[I], color=\"red\", s=100)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7fee5faba150>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 489
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from pymoo.configuration import get_pymoo\n",
    "from pymoo.decision_making.high_tradeoff_inverted import HighTradeoffPointsInverted\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "pf = np.loadtxt(os.path.join(get_pymoo(), \"pymoo\", \"usage\", \"decision_making\", \"knee-2d.out\"))\n",
    "dm = HighTradeoffPointsInverted()\n",
    "\n",
    "I = dm.do(pf)\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(pf, alpha=0.2)\n",
    "plot.add(pf[I], color=\"red\", s=100)\n",
    "plot.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
